---
license: apache-2.0
base_model: Cactus-Compute/needle3
language:
- en
tags:
- needle
- tool-calling
- form-filling
---

# leafmind fill commands (Needle fine-tune)

A LoRA fine-tune of [Cactus-Compute/needle3](https://huggingface.co/Cactus-Compute/needle3) (121M parameters,
Apache-2.0) for [leafmind](https://github.com/litoosh13/leafmind): it turns an English sentence such as
"fill the name with Robin Example" into a tool call on one of a form's fields (fill a text field, tick a box,
choose an option, or report that no field fits).

- **File:** `fill.cact` (63,437,076 bytes, 20 layers), for the Cactus Needle engine (`needle_load`).
- **sha256:** `6198a4579107fc6b0546816a547f6c8594979ba2ebe33a4a4b2c8643536c35fd`
- **Training data:** 6,000 invented examples: random made-up forms, field labels, wordings and values. No real
  documents and no personal data.
- **Training:** LoRA rank 32, 2 epochs, max length 512, with Needle's own training scripts.
- **Use:** English only. Proposals can be wrong; an app must show them and let the user confirm before writing.
- **Licence:** Apache-2.0, like the base model (see `LICENSE`).